EDA on Cleaned Data

Dataset statistics

Number of variables	12
Number of observations	5262
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	3
Duplicate rows (%)	0.1%
Total size in memory	493.4 KiB
Average record size in memory	96.0 B

Variable types

Numeric	11
Categorical	1

Alerts

Dataset has 3 (0.1%) duplicate rows	Duplicates
`Area` is highly overall correlated with `Price`	High correlation
`Bathrooms` is highly overall correlated with `Bedrooms` and 1 other fields	High correlation
`Bedrooms` is highly overall correlated with `Bathrooms` and 1 other fields	High correlation
`Frontages` is highly overall correlated with `Main road`	High correlation
`Main road` is highly overall correlated with `Frontages`	High correlation
`Price` is highly overall correlated with `Area` and 3 other fields	High correlation
`Price_per_Square_Meter` is highly overall correlated with `Price`	High correlation
`Frontages` has 4377 (83.2%) zeros	Zeros

Reproduction

Analysis started	2024-06-21 08:42:56.990302
Analysis finished	2024-06-21 08:43:13.185530
Duration	16.2 seconds
Software version	ydata-profiling v4.8.3
Download configuration	config.json

Price
Real number (ℝ)

HIGH CORRELATION

Distinct	495
Distinct (%)	9.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6084.7113

Minimum	2
Maximum	18420
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	2
5-th percentile	1900
Q1	3900
median	5450
Q3	7487.5
95-th percentile	13000
Maximum	18420
Range	18418
Interquartile range (IQR)	3587.5

Descriptive statistics

Standard deviation	3292.9452
Coefficient of variation (CV)	0.54118347
Kurtosis	1.7176002
Mean	6084.7113
Median Absolute Deviation (MAD)	1650
Skewness	1.2263261
Sum	32017751
Variance	10843488
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4500	117	2.2%
5500	112	2.1%
6000	109	2.1%
6500	103	2.0%
4800	96	1.8%
5000	95	1.8%
5800	91	1.7%
4000	81	1.5%
4900	77	1.5%
5200	73	1.4%
Other values (485)	4308	81.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	2	< 0.1%
3	2	< 0.1%
3.3	1	< 0.1%
5.2	1	< 0.1%
5.9	1	< 0.1%
7.1	1	< 0.1%
7.58	1	< 0.1%
9.1	1	< 0.1%
10	1	< 0.1%
11.63	1	< 0.1%

Value	Count	Frequency (%)
18420	1	< 0.1%
18400	2	< 0.1%
18000	17	0.3%
17900	6	0.1%
17600	2	< 0.1%
17550	1	< 0.1%
17500	10	0.2%
17380	1	< 0.1%
17000	20	0.4%
16900	1	< 0.1%

Area
Real number (ℝ)

HIGH CORRELATION

Distinct	228
Distinct (%)	4.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	59.844097

Minimum	10
Maximum	132
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	10
5-th percentile	28
Q1	44
median	56
Q3	74
95-th percentile	104.985
Maximum	132
Range	122
Interquartile range (IQR)	30

Descriptive statistics

Standard deviation	23.095871
Coefficient of variation (CV)	0.38593398
Kurtosis	0.19366494
Mean	59.844097
Median Absolute Deviation (MAD)	15
Skewness	0.68272648
Sum	314899.64
Variance	533.41924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
60	327	6.2%
40	211	4.0%
80	208	4.0%
48	205	3.9%
52	173	3.3%
50	169	3.2%
56	142	2.7%
45	142	2.7%
100	119	2.3%
64	115	2.2%
Other values (218)	3451	65.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	1	< 0.1%
12	6	0.1%
12.4	1	< 0.1%
13	1	< 0.1%
14	4	0.1%
14.6	1	< 0.1%
15	15	0.3%
16	7	0.1%
17	8	0.2%

Value	Count	Frequency (%)
132	5	0.1%
131	3	0.1%
130	12	0.2%
129	4	0.1%
128	6	0.1%
126	6	0.1%
125	8	0.2%
124	5	0.1%
123	3	0.1%
122	3	0.1%

Bedrooms
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.2495249

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1344993
Coefficient of variation (CV)	0.34912775
Kurtosis	0.14953854
Mean	3.2495249
Median Absolute Deviation (MAD)	1
Skewness	0.5730246
Sum	17099
Variance	1.2870887
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
3	1627	30.9%
2	1465	27.8%
4	1417	26.9%
5	483	9.2%
6	133	2.5%
1	92	1.7%
7	45	0.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	92	1.7%
2	1465	27.8%
3	1627	30.9%
4	1417	26.9%
5	483	9.2%
6	133	2.5%
7	45	0.9%

Value	Count	Frequency (%)
7	45	0.9%
6	133	2.5%
5	483	9.2%
4	1417	26.9%
3	1627	30.9%
2	1465	27.8%
1	92	1.7%

Bathrooms
Real number (ℝ)

HIGH CORRELATION

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.1170658

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.2649327
Coefficient of variation (CV)	0.40580878
Kurtosis	0.072665928
Mean	3.1170658
Median Absolute Deviation (MAD)	1
Skewness	0.70041427
Sum	16402
Variance	1.6000546
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	1768	33.6%
3	1476	28.1%
4	993	18.9%
5	546	10.4%
1	240	4.6%
6	177	3.4%
7	62	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	240	4.6%
2	1768	33.6%
3	1476	28.1%
4	993	18.9%
5	546	10.4%
6	177	3.4%
7	62	1.2%

Value	Count	Frequency (%)
7	62	1.2%
6	177	3.4%
5	546	10.4%
4	993	18.9%
3	1476	28.1%
2	1768	33.6%
1	240	4.6%

Floors
Real number (ℝ)

Distinct	7
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0286963

Minimum	1
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	5
Maximum	7
Range	6
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.1760671
Coefficient of variation (CV)	0.38830803
Kurtosis	0.16367235
Mean	3.0286963
Median Absolute Deviation (MAD)	1
Skewness	0.69558344
Sum	15937
Variance	1.3831338
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=7)

Value	Count	Frequency (%)
2	1873	35.6%
3	1501	28.5%
4	1065	20.2%
5	438	8.3%
1	221	4.2%
6	131	2.5%
7	33	0.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	221	4.2%
2	1873	35.6%
3	1501	28.5%
4	1065	20.2%
5	438	8.3%
6	131	2.5%
7	33	0.6%

Value	Count	Frequency (%)
7	33	0.6%
6	131	2.5%
5	438	8.3%
4	1065	20.2%
3	1501	28.5%
2	1873	35.6%
1	221	4.2%

Frontages
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	10
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.36944128

Minimum	0
Maximum	9
Zeros	4377
Zeros (%)	83.2%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	9
Range	9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.0641652
Coefficient of variation (CV)	2.8804717
Kurtosis	16.990542
Mean	0.36944128
Median Absolute Deviation (MAD)	0
Skewness	3.8552737
Sum	1944
Variance	1.1324475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4377	83.2%
1	445	8.5%
2	195	3.7%
4	110	2.1%
3	45	0.9%
5	44	0.8%
6	22	0.4%
7	14	0.3%
8	6	0.1%
9	4	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	4377	83.2%
1	445	8.5%
2	195	3.7%
3	45	0.9%
4	110	2.1%
5	44	0.8%
6	22	0.4%
7	14	0.3%
8	6	0.1%
9	4	0.1%

Value	Count	Frequency (%)
9	4	0.1%
8	6	0.1%
7	14	0.3%
6	22	0.4%
5	44	0.8%
4	110	2.1%
3	45	0.9%
2	195	3.7%
1	445	8.5%
0	4377	83.2%

Main road
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	308.4 KiB

0.0	4218
1.0	1044

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	15786
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	4218	80.2%
1.0	1044	19.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	4218	80.2%
1.0	1044	19.8%

Most occurring characters

Value	Count	Frequency (%)
0	9480	60.1%
.	5262	33.3%
1	1044	6.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	15786	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	9480	60.1%
.	5262	33.3%
1	1044	6.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	15786	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	9480	60.1%
.	5262	33.3%
1	1044	6.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	15786	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	9480	60.1%
.	5262	33.3%
1	1044	6.6%

Amenities
Real number (ℝ)

Distinct	22
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.0779171

Minimum	0
Maximum	24
Zeros	18
Zeros (%)	0.3%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	9
Maximum	24
Range	24
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.6056849
Coefficient of variation (CV)	0.63897447
Kurtosis	4.1559856
Mean	4.0779171
Median Absolute Deviation (MAD)	2
Skewness	1.5158228
Sum	21458
Variance	6.789594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
3	1039	19.7%
4	861	16.4%
2	801	15.2%
1	708	13.5%
5	627	11.9%
6	433	8.2%
7	270	5.1%
8	185	3.5%
9	118	2.2%
10	69	1.3%
Other values (12)	151	2.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	18	0.3%
1	708	13.5%
2	801	15.2%
3	1039	19.7%
4	861	16.4%
5	627	11.9%
6	433	8.2%
7	270	5.1%
8	185	3.5%
9	118	2.2%

Value	Count	Frequency (%)
24	1	< 0.1%
21	3	0.1%
20	1	< 0.1%
18	4	0.1%
17	5	0.1%
16	7	0.1%
15	3	0.1%
14	16	0.3%
13	13	0.2%
12	38	0.7%

Year_Fraction
Real number (ℝ)

Distinct	385
Distinct (%)	7.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2023.3542

Minimum	2022.6822
Maximum	2023.9425
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	2022.6822
5-th percentile	2022.8384
Q1	2023.0055
median	2023.3726
Q3	2023.6849
95-th percentile	2023.8575
Maximum	2023.9425
Range	1.260274
Interquartile range (IQR)	0.67945205

Descriptive statistics

Standard deviation	0.35082234
Coefficient of variation (CV)	0.00017338651
Kurtosis	-1.4144393
Mean	2023.3542
Median Absolute Deviation (MAD)	0.32876712
Skewness	-0.039184102
Sum	10646890
Variance	0.12307631
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2022.821918	62	1.2%
2023.810959	54	1.0%
2022.835616	51	1.0%
2022.841096	41	0.8%
2022.917808	39	0.7%
2023.8	39	0.7%
2022.838356	37	0.7%
2023.813699	36	0.7%
2022.843836	35	0.7%
2023.761644	34	0.6%
Other values (375)	4834	91.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2022.682192	1	< 0.1%
2022.684932	1	< 0.1%
2022.720548	4	0.1%
2022.764384	1	< 0.1%
2022.791781	1	< 0.1%
2022.819178	22	0.4%
2022.821918	62	1.2%
2022.824658	27	0.5%
2022.827397	17	0.3%
2022.830137	12	0.2%

Value	Count	Frequency (%)
2023.942466	3	0.1%
2023.939726	9	0.2%
2023.936986	8	0.2%
2023.934247	4	0.1%
2023.931507	14	0.3%
2023.928767	9	0.2%
2023.926027	8	0.2%
2023.923288	3	0.1%
2023.920548	3	0.1%
2023.917808	5	0.1%

Price_per_Square_Meter
Real number (ℝ)

HIGH CORRELATION

Distinct	2424
Distinct (%)	46.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	105.93177

Minimum	0.03
Maximum	260.87
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	0.03
5-th percentile	40.62
Q1	74.175
median	100
Q3	132.81
95-th percentile	191.1925
Maximum	260.87
Range	260.84
Interquartile range (IQR)	58.635

Descriptive statistics

Standard deviation	45.758008
Coefficient of variation (CV)	0.43195736
Kurtosis	0.32081003
Mean	105.93177
Median Absolute Deviation (MAD)	28.85
Skewness	0.53466589
Sum	557412.98
Variance	2093.7953
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	112	2.1%
125	58	1.1%
75	46	0.9%
150	31	0.6%
120	31	0.6%
200	28	0.5%
83.33	28	0.5%
130	27	0.5%
80	24	0.5%
66.67	24	0.5%
Other values (2414)	4853	92.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.03	1	< 0.1%
0.04	2	< 0.1%
0.05	1	< 0.1%
0.06	1	< 0.1%
0.11	4	0.1%
0.13	1	< 0.1%
0.15	2	< 0.1%
0.18	2	< 0.1%
0.25	1	< 0.1%
0.31	1	< 0.1%

Value	Count	Frequency (%)
260.87	1	< 0.1%
260	1	< 0.1%
257.14	2	< 0.1%
256.14	1	< 0.1%
255.56	1	< 0.1%
254.39	1	< 0.1%
254.07	1	< 0.1%
253.33	1	< 0.1%
252.94	3	0.1%
252.73	1	< 0.1%

location
Real number (ℝ)

Distinct	20
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11829.133

Minimum	11807.644
Maximum	11843.541
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	11807.644
5-th percentile	11822.853
Q1	11827.614
median	11827.614
Q3	11830.81
95-th percentile	11837.221
Maximum	11843.541
Range	35.896164
Interquartile range (IQR)	3.1958999

Descriptive statistics

Standard deviation	4.759488
Coefficient of variation (CV)	0.00040235307
Kurtosis	1.6077029
Mean	11829.133
Median Absolute Deviation (MAD)	3.1958999
Skewness	0.68619402
Sum	62244897
Variance	22.652726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
11827.61398	1615	30.7%
11830.80988	933	17.7%
11825.43143	496	9.4%
11837.22065	426	8.1%
11822.85327	331	6.3%
11828.42098	319	6.1%
11834.35486	243	4.6%
11823.47834	173	3.3%
11843.54058	152	2.9%
11829.38655	118	2.2%
Other values (10)	456	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11807.64442	5	0.1%
11816.69833	42	0.8%
11817.37756	29	0.6%
11819.90776	33	0.6%
11822.85327	331	6.3%
11823.47834	173	3.3%
11824.38464	68	1.3%
11825.43143	496	9.4%
11827.51656	61	1.2%
11827.61398	1615	30.7%

Value	Count	Frequency (%)
11843.54058	152	2.9%
11837.22065	426	8.1%
11836.67102	51	1.0%
11834.47191	12	0.2%
11834.35486	243	4.6%
11831.73777	40	0.8%
11831.02232	115	2.2%
11830.80988	933	17.7%
11829.38655	118	2.2%
11828.42098	319	6.1%

District code
Real number (ℝ)

Distinct	20
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.6708476

Minimum	0
Maximum	19
Zeros	29
Zeros (%)	0.6%
Negative	0
Negative (%)	0.0%
Memory size	41.2 KiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	2
median	6
Q3	15
95-th percentile	19
Maximum	19
Range	19
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	6.3517544
Coefficient of variation (CV)	0.73254135
Kurtosis	-1.4111903
Mean	8.6708476
Median Absolute Deviation (MAD)	4
Skewness	0.41517609
Sum	45626
Variance	40.344784
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
2	1615	30.7%
6	933	17.7%
18	496	9.4%
17	426	8.1%
19	331	6.3%
5	319	6.1%
12	243	4.6%
13	173	3.3%
14	152	2.9%
8	118	2.2%
Other values (10)	456	8.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	29	0.6%
1	5	0.1%
2	1615	30.7%
3	42	0.8%
4	12	0.2%
5	319	6.1%
6	933	17.7%
7	51	1.0%
8	118	2.2%
9	40	0.8%

Value	Count	Frequency (%)
19	331	6.3%
18	496	9.4%
17	426	8.1%
16	33	0.6%
15	115	2.2%
14	152	2.9%
13	173	3.3%
12	243	4.6%
11	68	1.3%
10	61	1.2%

Auto

Heatmap
Table

	Amenities	Area	Bathrooms	Bedrooms	District code	Floors	Frontages	Main road	Price	Price_per_Square_Meter	Year_Fraction	location
Amenities	1.000	0.012	-0.004	-0.011	-0.032	-0.030	-0.059	0.031	0.004	-0.009	-0.027	0.020
Area	0.012	1.000	0.320	0.409	0.027	0.031	-0.012	0.000	0.522	-0.249	0.050	0.015
Bathrooms	-0.004	0.320	1.000	0.768	-0.026	0.027	-0.003	0.028	0.619	0.418	-0.014	-0.044
Bedrooms	-0.011	0.409	0.768	1.000	-0.004	0.018	-0.002	0.000	0.597	0.312	0.042	-0.036
District code	-0.032	0.027	-0.026	-0.004	1.000	0.001	0.015	0.106	-0.027	-0.064	0.028	0.016
Floors	-0.030	0.031	0.027	0.018	0.001	1.000	0.095	0.098	0.040	0.025	-0.000	0.029
Frontages	-0.059	-0.012	-0.003	-0.002	0.015	0.095	1.000	0.512	-0.018	-0.012	-0.014	0.063
Main road	0.031	0.000	0.028	0.000	0.106	0.098	0.512	1.000	-0.022	-0.032	0.002	0.086
Price	0.004	0.522	0.619	0.597	-0.027	0.040	-0.018	-0.022	1.000	0.632	-0.030	-0.016
Price_per_Square_Meter	-0.009	-0.249	0.418	0.312	-0.064	0.025	-0.012	-0.032	0.632	1.000	-0.059	-0.047
Year_Fraction	-0.027	0.050	-0.014	0.042	0.028	-0.000	-0.014	0.002	-0.030	-0.059	1.000	0.004
location	0.020	0.015	-0.044	-0.036	0.016	0.029	0.063	0.086	-0.016	-0.047	0.004	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	Price	Area	Bedrooms	Bathrooms	Floors	Frontages	Main road	Amenities	Year_Fraction	Price_per_Square_Meter	location	District code
0	12800.0	75.0	5.0	6.0	2.0	0.0	0.0	3.0	2023.936986	170.67	11823.478338	13
1	3400.0	110.0	2.0	2.0	4.0	0.0	0.0	3.0	2023.936986	30.91	11825.431426	18
2	8990.0	85.0	7.0	3.0	4.0	0.0	0.0	2.0	2023.936986	105.76	11834.354858	12
3	7390.0	53.0	4.0	4.0	3.0	2.0	0.0	9.0	2023.936986	139.43	11837.220649	17
4	16000.0	80.0	6.0	6.0	5.0	0.0	0.0	5.0	2023.936986	200.00	11827.613983	2
5	4750.0	50.0	2.0	2.0	3.0	0.0	0.0	1.0	2023.936986	95.00	11834.471910	4
6	5500.0	96.0	3.0	3.0	2.0	0.0	0.0	1.0	2023.936986	57.29	11822.853272	19
7	5500.0	51.0	4.0	3.0	2.0	5.0	1.0	4.0	2023.939726	107.84	11828.420978	5
8	9390.0	80.0	4.0	5.0	2.0	0.0	1.0	1.0	2023.942466	117.38	11827.516560	10
9	4600.0	45.0	2.0	2.0	2.0	0.0	0.0	4.0	2023.939726	102.22	11827.613983	2

	Price	Area	Bedrooms	Bathrooms	Floors	Frontages	Main road	Amenities	Year_Fraction	Price_per_Square_Meter	location	District code
5252	6900.0	60.0	4.0	3.0	4.0	0.0	0.0	1.0	2023.734247	115.00	11827.613983	2
5253	5190.0	43.0	3.0	4.0	3.0	0.0	0.0	3.0	2023.734247	120.70	11825.431426	18
5254	5200.0	65.0	4.0	5.0	3.0	0.0	0.0	2.0	2023.734247	80.00	11830.809883	6
5255	14000.0	80.0	5.0	3.0	3.0	0.0	0.0	1.0	2023.734247	175.00	11827.613983	2
5256	5500.0	80.0	3.0	3.0	6.0	0.0	0.0	1.0	2023.726027	68.75	11825.431426	18
5257	4100.0	33.3	2.0	2.0	3.0	0.0	1.0	10.0	2023.726027	123.12	11843.540580	14
5258	5200.0	40.0	3.0	4.0	2.0	1.0	1.0	1.0	2023.726027	130.00	11827.613983	2
5259	7800.0	89.0	3.0	3.0	5.0	0.0	0.0	2.0	2023.726027	87.64	11825.431426	18
5260	6680.0	80.0	4.0	4.0	1.0	2.0	1.0	7.0	2023.726027	83.50	11830.809883	6
5261	7300.0	112.0	4.0	4.0	3.0	0.0	0.0	4.0	2023.726027	65.18	11830.809883	6

Most frequently occurring

	Price	Area	Bedrooms	Bathrooms	Floors	Main road	Amenities	Year_Fraction	Price_per_Square_Meter	location	District code	# duplicates
0	4250.0	65.0	3.0	2.0	2.0	0.0	2.0	2023.673973	65.38	11837.220649	17	2
1	7000.0	90.0	4.0	3.0	2.0	0.0	3.0	2023.627397	77.78	11830.809883	6	2
2	8500.0	110.0	4.0	4.0	2.0	1.0	1.0	2022.967123	77.27	11830.809883	6	2

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring